An Identification System Using Eye Detection Based On Wavelets And Neural Networks

by   Mohamed A. El-Sayed, et al.

The randomness and uniqueness of human eye patterns is a major breakthrough in the search for quicker, easier and highly reliable forms of automatic human identification. It is being used extensively in security solutions. This includes access control to physical facilities, security systems and information databases, Suspect tracking, surveillance and intrusion detection and by various Intelligence agencies through out the world. We use the advantage of human eye uniqueness to identify people and approve its validity as a biometric. . Eye detection involves first extracting the eye from a digital face image, and then encoding the unique patterns of the eye in such a way that they can be compared with pre-registered eye patterns. The eye detection system consists of an automatic segmentation system that is based on the wavelet transform, and then the Wavelet analysis is used as a pre-processor for a back propagation neural network with conjugate gradient learning. The inputs to the neural network are the wavelet maxima neighborhood coefficients of face images at a particular scale. The output of the neural network is the classification of the input into an eye or non-eye region. An accuracy of 90 is observed for identifying test images under different conditions included in training stage.



There are no comments yet.


page 2


Eye detection in digital images: challenges and solutions

Eye Detection has an important role in the field of biometric identifica...

Robust Eye Centers Localization with Zero--Crossing Encoded Image Projections

This paper proposes a new framework for the eye centers localization by ...

Adopting level set theory based algorithms to segment human ear

Human identification has always been a topic that interested researchers...

Neural Network Approach for Eye Detection

Driving support systems, such as car navigation systems are becoming com...

An Improved Algorithm for Eye Corner Detection

In this paper, a modified algorithm for the detection of nasal and tempo...

Guiding human gaze with convolutional neural networks

The eye fixation patterns of human observers are a fundamental indicator...

Small Target Detection for Search and Rescue Operations using Distributed Deep Learning and Synthetic Data Generation

It is important to find the target as soon as possible for search and re...
This week in AI

Get the week's most popular data science and artificial intelligence research sent straight to your inbox every Saturday.